{
 "cells": [
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "b0d01665",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)\n",
    "这个是题目，预测小强去不去"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ee4b3be1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "随机数1： 0.434639883700936\n",
      "随机数2： 0.6436421378289395\n",
      "随机数3： 0.417022004702574\n",
      "随机数4： 0.417022004702574\n",
      "随机数5： 0.43599490214200376\n",
      "随机数6： 0.43599490214200376\n"
     ]
    }
   ],
   "source": [
    "from numpy import random, dot, exp, array\n",
    "\n",
    "X = array([[0,0,1] ,[1,1,1] ,[1,0,1] ,[0,1,1]])\n",
    "y = array([[0,1,1,0]]).T\n",
    "\n",
    "# random.seed(1) 指的是产生的随机数是一样的 random.seed() 指的是产生不同的随机数 random.seed(x) x的改变会影响产生的随机数，但只要在x\n",
    "random.seed(1) \n",
    "weights = random.random((3,1)) * 2-1\n",
    "#引入了sigmod函数\n",
    "#计算出的z有四个值，下面的output也是四个值,且都是四行一列\n",
    "for it in range(10000)\n",
    "    z = dot(X,weights)\n",
    "    output = 1/(1+exp(-z))\n",
    "    #计算误差,通过误差来更改权重weights，但是不能直接更改，需要通过斜率。就是梯度下降算法，寻求最小的损失函数\n",
    "    error = y - output\n",
    "    #计算斜率，这个我只知道是SIGMOD函数的斜率，不是很理解原理\n",
    "    slope = output * (1 - output)\n",
    "    #计算增量\n",
    "    delta = error * slope\n",
    "    #权重公式：weights = weights + dot(X.T,delta)\n",
    "    #X的每一列都是每个人的行为，X.T则每一行是每一个人的行为 所以X.T与delta相乘，结果代表了每个人造成误差的程度（不知道咋描述了）\n",
    "    #更新权重\n",
    "    weights = weights + dot(X.T, delta)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "e18ed2b3",
   "metadata": {},
   "source": [
    "dot函数指的是矩阵点乘\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "0ba3517a",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b9914b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "random.seed()\n",
    "print('随机数1：',random.random())\n",
    "random.seed()\n",
    "print('随机数2：',random.random())\n",
    "random.seed(1)\n",
    "print('随机数3：',random.random())\n",
    "random.seed(1)\n",
    "print('随机数4：',random.random())\n",
    "random.seed(2)\n",
    "print('随机数5：',random.random())\n",
    "random.seed(2)\n",
    "print('随机数6：',random.random())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
